Retrieving repository code that calls the changed functions and adding it to the model input makes generated commit messages more complete in human ratings, while automatic similarity scores show no consistent gain.
Changescribe: A tool for automatically generating commit messages,
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Contextual Code Retrieval for Commit Message Generation: A Preliminary Study
Retrieving repository code that calls the changed functions and adding it to the model input makes generated commit messages more complete in human ratings, while automatic similarity scores show no consistent gain.